OpenAI Five defeats Dota 2 world champions
Apr 15, 2019 · OpenAI Five is the first AI to beat the world champions in an esports game, having won two back-to-back games versus the world champion Dota 2 team, OG, at Finals this weekend. Both OpenAI Five and DeepMind’s AlphaStar had previously beaten good pros privately but lost their live pro matches, making this also the first time an AI has beaten ...
OpenAI Five - Wikipedia
OpenAI Five is a computer program by OpenAI that plays the five-on-five video game Dota 2. Its first public appearance occurred in 2017, where it was demonstrated in a live one-on-one game against the professional player Dendi, who lost to it.
AlphaStar (software) - Wikipedia
AlphaStar is a computer program by DeepMind that plays the video game StarCraft II. It was unveiled to the public by name in January 2019. In a significant milestone for artificial intelligence, AlphaStar attained Grandmaster status in August 2019.
OpenAI Five Beats World Champion DOTA2 Team 2-0! - YouTube
OpenAI Five Beats World Champion DOTA2 Team 2-0! 🤖. Two Minute Papers. 1.58M subscribers. 32K. 1.5M views 5 years ago #DOTA2 #OpenAIFive. Check out Lambda Labs here: https://lambdalabs.com...
Generally capable agents emerge from open-ended play
Jul 27, 2021 · DeepMind’s mission of solving intelligence to advance science and humanity led us to explore how we could overcome this limitation to create AI agents with more general and adaptive behaviour.
OpenAI Five | OpenAI
Jun 25, 2018 · Dota 2 is a real-time strategy game played between two teams of five players, with each player controlling a character called a “hero”. A Dota-playing AI must master the following: Long time horizons.
Title: Dota 2 with Large Scale Deep Reinforcement Learning
Dec 13, 2019 · We developed a distributed training system and tools for continual training which allowed us to train OpenAI Five for 10 months. By defeating the Dota 2 world champion (Team OG), OpenAI Five demonstrates that self-play reinforcement learning can achieve superhuman performance on a difficult task.
Dota 2 with large scale deep reinforcement learning - OpenAI
Dec 13, 2019 · The game of Dota 2 presents novel challenges for AI systems such as long time horizons, imperfect information, and complex, continuous state-action spaces, all challenges which will become increasingly central to more capable AI systems.
DeepMind and Blizzard open StarCraft II as an AI research …
Aug 9, 2017 · An open source version of DeepMind’s toolset, PySC2, to allow researchers to easily use Blizzard’s feature-layer API with their agents. A series of simple RL mini-games to allow researchers to test the performance of agents on specific tasks.
AlphaStar: Mastering the real-time strategy game StarCraft II
Jan 24, 2019 · In order to train AlphaStar, we built a highly scalable distributed training setup using Google's v3 TPUs that supports a population of agents learning from many thousands of parallel instances of StarCraft II. The AlphaStar league was …